The Bitrix24 REST API looks simple on day one. You create an inbound webhook, call crm.deal.list, get JSON back and the prototype works. The trouble starts on the first bulk sync, when a few thousand records need to move…
None of those assumptions hold. This post describes how we design the exchange so that repeating any message is harmless. That property, idempotency, is what separates an integration you can leave running from one you babysit. Before designing anything, it…
The repo is moonshotai/Kimi-K3.1-Pro, it is ungated, and it holds 111 files. Ninety-six of them are weight shards; the rest are the config, the tokenizer, four Python files for the custom architecture, the model card and the licence. Total…
A download link can lie. I learned that the hard way while building ramrom.io, my little video downloader. A provider would return a 200 status, a filename ending in.mp4, and a body that was actually an HTML error page. The…
Page one looks right. You click Load more, and the last item appears again. Someone deletes a record, and now an item disappears between pages instead. This can happen with a perfectly valid ORDER BY. The problem is that OFFSET…
AI agents are starting to do more than answer questions. They can call APIs, update databases, retrieve customer information, and trigger workflows without someone manually approving every step. That's useful, but it also raises a question: How do we make…
A thrown exception is one kind of error. It is not the whole contract. An edtech import can return HTTP 200, parse every row, and still produce no courses because the source window was wrong, a filter excluded every record, or…
After OCR, most pipelines throw the layout away and re-discover the same form from scratch every time. textract-field-memory is a small, zero-dependency Python layer that remembers where fields sit, checks they landed in the right place, tells you which layout…
Most YouTube videos have a transcript, and for most of them it was written by speech recognition. That's fine for following along. For a quote in a paper, a news story or a legal note, the question is how far…
Any transcriber that returns word timestamps works. Whisper does, and so do most hosted speech-to-text APIs when asked. The clip here is a NASA interview with astronaut Christina Koch, 640×360 at 30 fps, and its transcript is 119 words: Words are addressed by…
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